Network behavior analysis : measurement, models, and applications / Kuai Xu.
Xu, Kuai.
2022
TK5105.875.I57
Available Online

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Title Network behavior analysis : measurement, models, and applications / Kuai Xu.
Author Xu, Kuai.
ISBN 9789811683251 (electronic bk.)
9811683255 (electronic bk.)
9811683247
9789811683244
DOI https://doi.org/10.1007/978-981-16-8325-1
Imprint Singapore : Springer, 2022.
Language English
Description 1 online resource (xi, 163 pages) : illustrations (chiefly color)
Other Standard Identifiers 10.1007/978-981-16-8325-1 doi
Call Number TK5105.875.I57
Dewey Decimal Classification 004.6/2
Summary This book provides a comprehensive overview of network behavior analysis that mines Internet traffic data in order to extract, model, and make sense of behavioral patterns in Internet objects such as end hosts, smartphones, Internet of things, and applications. The objective of this book is to fill the book publication gap in network behavior analysis, which has recently become an increasingly important component of comprehensive network security solutions for data center networks, backbone networks, enterprise networks, and edge networks. The book presents fundamental principles and best practices for measuring, extracting, modeling and analyzing network behavior for end hosts and applications on the basis of Internet traffic data. In addition, it explains the concept and key elements (e.g., what, who, where, when, and why) of communication patterns and network behavior of end hosts and network applications, drawing on data mining, machine learning, information theory, probabilistic graphical and structural modeling to do so. The book also discusses the benefits of network behavior analysis for applications in cybersecurity monitoring, Internet traffic profiling, anomaly traffic detection, and emerging application detections. The book will be of particular interest to researchers and practitioners in the fields of Internet measurement, traffic analysis, and cybersecurity, since it provides a spectrum of innovative techniques for summarizing behavior models, structural models, and graphic models of Internet traffic, and explains how to leverage the results for a broad range of real-world applications in network management, security operations, and cyber-intelligent analysis. After finishing this book, readers will 1) have learned the principles and practices of measuring, modeling, and analyzing network behavior on the basis of massive Internet traffic data; 2) be able to make sense of network behavior for a spectrum of applications ranging from cybersecurity and network monitoring to emerging application detection; and 3) understand how to explore network behavior analysis to complement traditional perimeter-based firewall and intrusion detection systems in order to detect unusual traffic patterns or zero-day security threats using data mining and machine learning techniques. To ideally benefit from this book, readers should have a basic grasp of TCP/IP protocols, data packets, network flows, and Internet applications.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Digital File Characteristics text file PDF
Source of Description Online resource; title from PDF title page (SpringerLink, viewed January 19, 2022).
Available in Other Form Network Behavior Analysis
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
All Resources
Introduction
Background of network behavior analysis
Behavior modeling of network traffic
Structural modeling of network traffic
Real-time network behavior analysis
Applications
Research frontiers of network behavior analysis.

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